{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2503a2e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# %pip install matplotlib"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13b29b38",
   "metadata": {},
   "source": [
    "# 图像处理初步-读取显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "194c37fc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "26f2cc13",
   "metadata": {},
   "outputs": [],
   "source": [
    "img=plt.imread(fname=\"cat.jpeg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "df6cb473",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe6fc661ed0>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示加菲猫图像\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a2a868c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe6e5fc70d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示加菲猫图像第一个颜色分量灰度图像\n",
    "plt.imshow(img[:,:,0],cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "793b584a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe6e5f4b8d0>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 显示加菲猫图像第二个颜色分量灰度图像\n",
    "plt.imshow(img[:,:,1],cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "67bbae57",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存原图第二个颜色分量灰度图像\n",
    "plt.imsave(\"cat_g.jpeg\",img[:,:,1],cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79d4a90d",
   "metadata": {},
   "source": [
    "# 图像处理初步-二值化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e637f053",
   "metadata": {},
   "outputs": [],
   "source": [
    "r_img=img[:,:,0] # 获得原图的红色分量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "334e3248",
   "metadata": {},
   "outputs": [],
   "source": [
    "binary_img=np.where(r_img>200,255,0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "dc66b370",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe6e5ed6590>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(binary_img,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eccb2a39",
   "metadata": {},
   "source": [
    "# 图像处理初步-亮度处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "157658d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 灰度值\n",
    "value=150"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "e30e9a3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def pixel_value(pixel:int,k:int=8):\n",
    "    \"\"\"\n",
    "    adjust the origin pixel value to a proper value in the range [0,255]\n",
    "    pixel:the origin pixel value\n",
    "    k:the depth of the origin image,default 8\n",
    "    return:a proper pixel value in the range [0,255]\n",
    "    \"\"\"\n",
    "    upper_limit,lower_limit=(1<<k)-1,0\n",
    "    new_pixel_value=pixel\n",
    "    if pixel>upper_limit:\n",
    "        new_pixel_value=upper_limit\n",
    "    elif pixel<lower_limit:\n",
    "        new_pixel_value=lower_limit\n",
    "    return new_pixel_value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "e2535909",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fe6defaf190>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将pixel_value函数转换为对数组中每个元素的ufunc函数\n",
    "pixel_value_vectorize=np.vectorize(pixel_value,otypes=[np.uint8])\n",
    "bright_g_img=pixel_value_vectorize(img[:,:,1]+value)\n",
    "plt.imshow(bright_g_img,cmap=\"gray\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "649cd1f3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.11"
  },
  "toc-autonumbering": true
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
